White shark (Carcharodon carcharias), Thinned satellite data (PSAT and SPOT), 1:2 observation:pseudo-absence ratio, Cropped to 750 m isobath, all covariates (u and v become vel_mag) and seals, evaluated using Brier score
Random Forest Nowcast and Forecast
Boosted Trees Nowcast and Forecast
Maxnet Trees Nowcast and Forecast
GAM Nowcast and Forecast
GLM Nowcast and Forecast
Metrics
| model_type | accuracy | boyce_cont | roc_auc | tss_max | brier_class |
|---|---|---|---|---|---|
| rf | 0.9476510 | 0.8882261 | 0.9915837 | 0.9314286 | NA |
| bt | 0.7664430 | 0.9789234 | 0.8317714 | 0.5400000 | NA |
| maxnet | 0.6778523 | 0.9635372 | 0.8042204 | 0.4823265 | NA |
| gam | NA | NA | NA | NA | 0.1683269 |
| glm | NA | NA | NA | NA | 0.1833279 |
Variable Importance
